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A diagnostic host-specific transcriptome response for Mycoplasma pneumoniae pneumonia to guide pediatric patient treatment

Authors :
Sandra Viz-Lasheras
Alberto Gómez-Carballa
Xabier Bello
Irene Rivero-Calle
Ana Isabel Dacosta
Myrsini Kaforou
Dominic Habgood-Coote
Aubrey J. Cunnington
Marieke Emonts
Jethro A. Herberg
Victoria J. Wright
Enitan D. Carrol
Stephane C. Paulus
Werner Zenz
Daniela S. Kohlfürst
Nina Schweintzger
Michiel Van der Flier
Ronald de Groot
Luregn J. Schlapbach
Philipp Agyeman
Andrew J. Pollard
Colin Fink
Taco T. Kuijpers
Suzanne Anderson
Ulrich Von Both
Marko Pokorn
Dace Zavadska
María Tsolia
Henriëtte A. Moll
Clementien Vermont
Michael Levin
Federico Martinón-Torres
Antonio Salas
On behalf of EUCLIDS, PERFORM, and DIAMONDS consortia
Source :
Nature Communications, Vol 16, Iss 1, Pp 1-13 (2025)
Publication Year :
2025
Publisher :
Nature Portfolio, 2025.

Abstract

Abstract Mycoplasma pneumoniae causes atypical pneumonia in children and young adults. Its lack of a cell wall makes it resistant to beta-lactams, which are the first-line treatment for typical pneumonia. Current diagnostic tests are time-consuming and have low specificity, leading clinicians to administer empirical antibiotics. Using a LASSO regression simulation approach and blood microarray data from 107 children with pneumonia (including 30 M. pneumoniae) we identify eight different transcriptomic signatures, ranging from 3-10 transcripts, that differentiate mycoplasma pneumonia from other bacterial/viral pneumonias with high accuracy (AUC: 0.84–0.95). Additionally, we demonstrate that existing signatures for broadly distinguishing viral/bacterial infections and viral/bacterial pneumonias are ineffective in distinguishing M. pneumoniae from viral pneumonia. The new signatures are successfully validated in an independent RNAseq cohort of children with pneumonia, demonstrating their robustness. The high sensibility of these signatures presents a valuable opportunity to guide the treatment and management of M. pneumoniae pneumonia patients.

Subjects

Subjects :
Science

Details

Language :
English
ISSN :
20411723
Volume :
16
Issue :
1
Database :
Directory of Open Access Journals
Journal :
Nature Communications
Publication Type :
Academic Journal
Accession number :
edsdoj.97ca7e6166e4e949956008ec6947f56
Document Type :
article
Full Text :
https://doi.org/10.1038/s41467-025-55932-9